Overview

Brought to you by YData

Dataset statistics

Number of variables	31
Number of observations	14036
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.3 MiB
Average record size in memory	248.0 B

Variable types

Numeric	24
Categorical	6
Text	1

Alerts

`authentication_status` is highly overall correlated with `connection_count` and 1 other fields	High correlation
`class` is highly overall correlated with `connection_status` and 5 other fields	High correlation
`connection_count` is highly overall correlated with `authentication_status` and 1 other fields	High correlation
`connection_status` is highly overall correlated with `class`	High correlation
`destination_bytes` is highly overall correlated with `destination_different_server_rate` and 2 other fields	High correlation
`destination_different_server_rate` is highly overall correlated with `destination_bytes` and 2 other fields	High correlation
`destination_host_count` is highly overall correlated with `destination_same_source_port_rate` and 1 other fields	High correlation
`destination_host_server_count` is highly overall correlated with `destination_bytes` and 2 other fields	High correlation
`destination_reset_error_rate` is highly overall correlated with `destination_server_reset_error_rate` and 2 other fields	High correlation
`destination_same_server_rate` is highly overall correlated with `destination_bytes` and 2 other fields	High correlation
`destination_same_source_port_rate` is highly overall correlated with `destination_host_count`	High correlation
`destination_server_different_host_rate` is highly overall correlated with `destination_host_count`	High correlation
`destination_server_reset_error_rate` is highly overall correlated with `destination_reset_error_rate` and 2 other fields	High correlation
`destination_server_syn_error_rate` is highly overall correlated with `class` and 2 other fields	High correlation
`destination_syn_error_rate` is highly overall correlated with `class` and 3 other fields	High correlation
`different_server_rate` is highly overall correlated with `same_server_rate`	High correlation
`guest_login` is highly overall correlated with `suspicious_activity`	High correlation
`protocol` is highly overall correlated with `authentication_status` and 1 other fields	High correlation
`reset_error_rate` is highly overall correlated with `destination_reset_error_rate` and 2 other fields	High correlation
`same_server_rate` is highly overall correlated with `class` and 1 other fields	High correlation
`server_request_count` is highly overall correlated with `connection_count` and 1 other fields	High correlation
`server_reset_error_rate` is highly overall correlated with `destination_reset_error_rate` and 2 other fields	High correlation
`server_syn_error_rate` is highly overall correlated with `class` and 3 other fields	High correlation
`suspicious_activity` is highly overall correlated with `guest_login`	High correlation
`syn_error_rate` is highly overall correlated with `class` and 2 other fields	High correlation
`connection_status` is highly imbalanced (81.9%)	Imbalance
`fragment_errors` is highly imbalanced (99.5%)	Imbalance
`guest_login` is highly imbalanced (90.5%)	Imbalance
`class` is highly imbalanced (74.9%)	Imbalance
`compromised_count` is highly skewed (γ1 = 46.45181051)	Skewed
`source_bytes` is highly skewed (γ1 = 23.3660419)	Skewed
`destination_bytes` is highly skewed (γ1 = 63.61840747)	Skewed
`syn_error_rate` has 13197 (94.0%) zeros	Zeros
`connection_time` has 12418 (88.5%) zeros	Zeros
`destination_same_source_port_rate` has 4908 (35.0%) zeros	Zeros
`destination_different_server_rate` has 8020 (57.1%) zeros	Zeros
`destination_server_different_host_rate` has 7285 (51.9%) zeros	Zeros
`suspicious_activity` has 13783 (98.2%) zeros	Zeros
`server_different_host_rate` has 9121 (65.0%) zeros	Zeros
`destination_server_syn_error_rate` has 12549 (89.4%) zeros	Zeros
`destination_same_server_rate` has 286 (2.0%) zeros	Zeros
`compromised_count` has 13931 (99.3%) zeros	Zeros
`source_bytes` has 1134 (8.1%) zeros	Zeros
`destination_syn_error_rate` has 12408 (88.4%) zeros	Zeros
`reset_error_rate` has 13294 (94.7%) zeros	Zeros
`destination_server_reset_error_rate` has 12691 (90.4%) zeros	Zeros
`server_reset_error_rate` has 13215 (94.2%) zeros	Zeros
`server_syn_error_rate` has 13194 (94.0%) zeros	Zeros
`destination_bytes` has 2728 (19.4%) zeros	Zeros
`destination_reset_error_rate` has 12461 (88.8%) zeros	Zeros
`different_server_rate` has 12652 (90.1%) zeros	Zeros

Reproduction

Analysis started	2025-03-17 22:24:59.221635
Analysis finished	2025-03-17 22:25:45.936529
Duration	46.71 seconds
Software version	ydata-profiling vv4.14.0
Download configuration	config.json

syn_error_rate
Real number (ℝ)

High correlation Zeros

Distinct	34
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.039788401

Minimum	0
Maximum	1
Zeros	13197
Zeros (%)	94.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.17
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.18339176
Coefficient of variation (CV)	4.6091764
Kurtosis	21.607989
Mean	0.039788401
Median Absolute Deviation (MAD)	0
Skewness	4.7810569
Sum	558.47
Variance	0.033632538
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	13197	94.0%
1	437	3.1%
0.5	117	0.8%
0.33	47	0.3%
0.25	40	0.3%
0.05	29	0.2%
0.2	26	0.2%
0.17	20	0.1%
0.06	18	0.1%
0.07	14	0.1%
Other values (24)	91	0.6%

Value	Count	Frequency (%)
0	13197	94.0%
0.01	1	< 0.1%
0.02	4	< 0.1%
0.03	8	0.1%
0.04	13	0.1%
0.05	29	0.2%
0.06	18	0.1%
0.07	14	0.1%
0.08	10	0.1%
0.09	8	0.1%

Value	Count	Frequency (%)
1	437	3.1%
0.99	9	0.1%
0.98	2	< 0.1%
0.97	1	< 0.1%
0.96	1	< 0.1%
0.95	1	< 0.1%
0.9	2	< 0.1%
0.78	1	< 0.1%
0.77	1	< 0.1%
0.75	2	< 0.1%

connection_time
Real number (ℝ)

Zeros

Distinct	526
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	184.19129

Minimum	0
Maximum	41476
Zeros	12418
Zeros (%)	88.5%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	23
Maximum	41476
Range	41476
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1448.6041
Coefficient of variation (CV)	7.8646718
Kurtosis	202.93672
Mean	184.19129
Median Absolute Deviation (MAD)	0
Skewness	12.143431
Sum	2585309
Variance	2098453.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12418	88.5%
1	316	2.3%
2	141	1.0%
3	86	0.6%
4	58	0.4%
5	57	0.4%
28	38	0.3%
27	38	0.3%
6	32	0.2%
7	23	0.2%
Other values (516)	829	5.9%

Value	Count	Frequency (%)
0	12418	88.5%
1	316	2.3%
2	141	1.0%
3	86	0.6%
4	58	0.4%
5	57	0.4%
6	32	0.2%
7	23	0.2%
8	14	0.1%
9	19	0.1%

Value	Count	Frequency (%)
41476	1	< 0.1%
38818	1	< 0.1%
37072	1	< 0.1%
29053	1	< 0.1%
26525	1	< 0.1%
26090	1	< 0.1%
25420	1	< 0.1%
23120	1	< 0.1%
20252	2	< 0.1%
19759	1	< 0.1%

destination_same_source_port_rate
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12231476

Minimum	0
Maximum	1
Zeros	4908
Zeros (%)	35.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	0.08
95-th percentile	0.94
Maximum	1
Range	1
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.25743254
Coefficient of variation (CV)	2.1046727
Kurtosis	5.2379736
Mean	0.12231476
Median Absolute Deviation (MAD)	0.01
Skewness	2.5219937
Sum	1716.81
Variance	0.066271514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4908	35.0%
0.01	3040	21.7%
0.02	942	6.7%
0.03	564	4.0%
1	545	3.9%
0.04	402	2.9%
0.05	281	2.0%
0.08	208	1.5%
0.5	205	1.5%
0.06	198	1.4%
Other values (91)	2743	19.5%

Value	Count	Frequency (%)
0	4908	35.0%
0.01	3040	21.7%
0.02	942	6.7%
0.03	564	4.0%
0.04	402	2.9%
0.05	281	2.0%
0.06	198	1.4%
0.07	173	1.2%
0.08	208	1.5%
0.09	128	0.9%

Value	Count	Frequency (%)
1	545	3.9%
0.99	18	0.1%
0.98	34	0.2%
0.97	25	0.2%
0.96	31	0.2%
0.95	47	0.3%
0.94	11	0.1%
0.93	27	0.2%
0.92	11	0.1%
0.91	24	0.2%

destination_different_server_rate
Real number (ℝ)

High correlation Zeros

Distinct	97
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.044255486

Minimum	0
Maximum	1
Zeros	8020
Zeros (%)	57.1%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.23
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.13523304
Coefficient of variation (CV)	3.055735
Kurtosis	20.800039
Mean	0.044255486
Median Absolute Deviation (MAD)	0
Skewness	4.4891412
Sum	621.17
Variance	0.018287974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8020	57.1%
0.01	1740	12.4%
0.02	879	6.3%
0.03	634	4.5%
0.04	389	2.8%
0.07	355	2.5%
0.05	322	2.3%
0.06	296	2.1%
0.08	186	1.3%
0.09	127	0.9%
Other values (87)	1088	7.8%

Value	Count	Frequency (%)
0	8020	57.1%
0.01	1740	12.4%
0.02	879	6.3%
0.03	634	4.5%
0.04	389	2.8%
0.05	322	2.3%
0.06	296	2.1%
0.07	355	2.5%
0.08	186	1.3%
0.09	127	0.9%

Value	Count	Frequency (%)
1	32	0.2%
0.98	1	< 0.1%
0.97	3	< 0.1%
0.96	1	< 0.1%
0.95	2	< 0.1%
0.94	1	< 0.1%
0.9	1	< 0.1%
0.89	1	< 0.1%
0.88	1	< 0.1%
0.87	6	< 0.1%

connection_status
Categorical

High correlation Imbalance

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

SF	12781
REJ	591
S0	439
S1	86
RSTO	58
Other values (5)	81

Length

Max length	6
Median length	2
Mean length	2.0574238
Min length	2

Characters and Unicode

Total characters	28878
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	SF
2nd row	S0
3rd row	S0
4th row	S0
5th row	S0

Common Values

Value	Count	Frequency (%)
SF	12781	91.1%
REJ	591	4.2%
S0	439	3.1%
S1	86	0.6%
RSTO	58	0.4%
RSTR	47	0.3%
S2	17	0.1%
S3	15	0.1%
RSTOS0	1	< 0.1%
OTH	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sf	12781	91.1%
rej	591	4.2%
s0	439	3.1%
s1	86	0.6%
rsto	58	0.4%
rstr	47	0.3%
s2	17	0.1%
s3	15	0.1%
rstos0	1	< 0.1%
oth	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
S	13445	46.6%
F	12781	44.3%
R	744	2.6%
E	591	2.0%
J	591	2.0%
0	440	1.5%
T	107	0.4%
1	86	0.3%
O	60	0.2%
2	17	0.1%
Other values (2)	16	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	28878	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	13445	46.6%
F	12781	44.3%
R	744	2.6%
E	591	2.0%
J	591	2.0%
0	440	1.5%
T	107	0.4%
1	86	0.3%
O	60	0.2%
2	17	0.1%
Other values (2)	16	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	28878	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	13445	46.6%
F	12781	44.3%
R	744	2.6%
E	591	2.0%
J	591	2.0%
0	440	1.5%
T	107	0.4%
1	86	0.3%
O	60	0.2%
2	17	0.1%
Other values (2)	16	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	28878	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	13445	46.6%
F	12781	44.3%
R	744	2.6%
E	591	2.0%
J	591	2.0%
0	440	1.5%
T	107	0.4%
1	86	0.3%
O	60	0.2%
2	17	0.1%
Other values (2)	16	0.1%

connection_count
Real number (ℝ)

High correlation

Distinct	361
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.048019

Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	5
Q3	15
95-th percentile	181
Maximum	511
Range	510
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	63.798968
Coefficient of variation (CV)	2.2746336
Kurtosis	13.888828
Mean	28.048019
Median Absolute Deviation (MAD)	4
Skewness	3.4706852
Sum	393682
Variance	4070.3083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4183	29.8%
2	1483	10.6%
3	706	5.0%
4	622	4.4%
5	545	3.9%
7	445	3.2%
6	443	3.2%
8	369	2.6%
9	314	2.2%
10	287	2.0%
Other values (351)	4639	33.1%

Value	Count	Frequency (%)
1	4183	29.8%
2	1483	10.6%
3	706	5.0%
4	622	4.4%
5	545	3.9%
6	443	3.2%
7	445	3.2%
8	369	2.6%
9	314	2.2%
10	287	2.0%

Value	Count	Frequency (%)
511	21	0.1%
510	1	< 0.1%
509	1	< 0.1%
500	2	< 0.1%
497	1	< 0.1%
496	1	< 0.1%
492	1	< 0.1%
489	1	< 0.1%
487	1	< 0.1%
484	1	< 0.1%

destination_server_different_host_rate
Real number (ℝ)

High correlation Zeros

Distinct	58
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.025828584

Minimum	0
Maximum	1
Zeros	7285
Zeros (%)	51.9%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.03
95-th percentile	0.1
Maximum	1
Range	1
Interquartile range (IQR)	0.03

Descriptive statistics

Standard deviation	0.071389818
Coefficient of variation (CV)	2.763985
Kurtosis	81.523541
Mean	0.025828584
Median Absolute Deviation (MAD)	0
Skewness	7.726367
Sum	362.53
Variance	0.0050965061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7285	51.9%
0.02	1601	11.4%
0.01	1452	10.3%
0.03	942	6.7%
0.04	844	6.0%
0.05	600	4.3%
0.06	255	1.8%
0.07	202	1.4%
0.08	82	0.6%
0.09	66	0.5%
Other values (48)	707	5.0%

Value	Count	Frequency (%)
0	7285	51.9%
0.01	1452	10.3%
0.02	1601	11.4%
0.03	942	6.7%
0.04	844	6.0%
0.05	600	4.3%
0.06	255	1.8%
0.07	202	1.4%
0.08	82	0.6%
0.09	66	0.5%

Value	Count	Frequency (%)
1	26	0.2%
0.86	1	< 0.1%
0.75	3	< 0.1%
0.67	11	0.1%
0.6	3	< 0.1%
0.57	1	< 0.1%
0.55	1	< 0.1%
0.52	1	< 0.1%
0.51	6	< 0.1%
0.5	31	0.2%

suspicious_activity
Real number (ℝ)

High correlation Zeros

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22128812

Minimum	0
Maximum	77
Zeros	13783
Zeros (%)	98.2%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.3277677
Coefficient of variation (CV)	10.519172
Kurtosis	208.53121
Mean	0.22128812
Median Absolute Deviation (MAD)	0
Skewness	13.125878
Sum	3106
Variance	5.4185023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	13783	98.2%
30	55	0.4%
1	44	0.3%
2	35	0.2%
4	33	0.2%
6	25	0.2%
22	13	0.1%
5	12	0.1%
24	9	0.1%
19	8	0.1%
Other values (10)	19	0.1%

Value	Count	Frequency (%)
0	13783	98.2%
1	44	0.3%
2	35	0.2%
3	3	< 0.1%
4	33	0.2%
5	12	0.1%
6	25	0.2%
7	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
77	1	< 0.1%
30	55	0.4%
28	2	< 0.1%
25	1	< 0.1%
24	9	0.1%
22	13	0.1%
19	8	0.1%
18	5	< 0.1%
17	1	< 0.1%
14	3	< 0.1%

protocol
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

tcp	11179
udp	2534
icmp	323

Length

Max length	4
Median length	3
Mean length	3.0230123
Min length	3

Characters and Unicode

Total characters	42431
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tcp
2nd row	tcp
3rd row	tcp
4th row	tcp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	11179	79.6%
udp	2534	18.1%
icmp	323	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tcp	11179	79.6%
udp	2534	18.1%
icmp	323	2.3%

Most occurring characters

Value	Count	Frequency (%)
p	14036	33.1%
c	11502	27.1%
t	11179	26.3%
u	2534	6.0%
d	2534	6.0%
i	323	0.8%
m	323	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	42431	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
p	14036	33.1%
c	11502	27.1%
t	11179	26.3%
u	2534	6.0%
d	2534	6.0%
i	323	0.8%
m	323	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	42431	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
p	14036	33.1%
c	11502	27.1%
t	11179	26.3%
u	2534	6.0%
d	2534	6.0%
i	323	0.8%
m	323	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	42431	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
p	14036	33.1%
c	11502	27.1%
t	11179	26.3%
u	2534	6.0%
d	2534	6.0%
i	323	0.8%
m	323	0.8%

server_different_host_rate
Real number (ℝ)

Zeros

Distinct	57
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12214377

Minimum	0
Maximum	1
Zeros	9121
Zeros (%)	65.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.26655653
Coefficient of variation (CV)	2.1823178
Kurtosis	5.065251
Mean	0.12214377
Median Absolute Deviation (MAD)	0
Skewness	2.4876787
Sum	1714.41
Variance	0.071052383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9121	65.0%
1	895	6.4%
0.01	586	4.2%
0.67	193	1.4%
0.5	172	1.2%
0.12	169	1.2%
0.25	162	1.2%
0.33	159	1.1%
0.02	153	1.1%
0.11	138	1.0%
Other values (47)	2288	16.3%

Value	Count	Frequency (%)
0	9121	65.0%
0.01	586	4.2%
0.02	153	1.1%
0.03	40	0.3%
0.04	39	0.3%
0.05	59	0.4%
0.06	115	0.8%
0.07	109	0.8%
0.08	124	0.9%
0.09	111	0.8%

Value	Count	Frequency (%)
1	895	6.4%
0.88	1	< 0.1%
0.83	1	< 0.1%
0.8	14	0.1%
0.75	53	0.4%
0.71	3	< 0.1%
0.67	193	1.4%
0.62	3	< 0.1%
0.6	39	0.3%
0.57	7	< 0.1%

destination_server_syn_error_rate
Real number (ℝ)

High correlation Zeros

Distinct	77
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.032571958

Minimum	0
Maximum	1
Zeros	12549
Zeros (%)	89.4%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.02
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.16848298
Coefficient of variation (CV)	5.1726392
Kurtosis	27.304873
Mean	0.032571958
Median Absolute Deviation (MAD)	0
Skewness	5.3695683
Sum	457.18
Variance	0.028386516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12549	89.4%
0.01	726	5.2%
1	358	2.6%
0.02	122	0.9%
0.03	25	0.2%
0.08	15	0.1%
0.06	13	0.1%
0.12	13	0.1%
0.07	12	0.1%
0.04	12	0.1%
Other values (67)	191	1.4%

Value	Count	Frequency (%)
0	12549	89.4%
0.01	726	5.2%
0.02	122	0.9%
0.03	25	0.2%
0.04	12	0.1%
0.05	11	0.1%
0.06	13	0.1%
0.07	12	0.1%
0.08	15	0.1%
0.09	9	0.1%

Value	Count	Frequency (%)
1	358	2.6%
0.98	1	< 0.1%
0.97	3	< 0.1%
0.96	4	< 0.1%
0.95	3	< 0.1%
0.94	3	< 0.1%
0.93	1	< 0.1%
0.92	3	< 0.1%
0.91	2	< 0.1%
0.9	1	< 0.1%

destination_host_server_count
Real number (ℝ)

High correlation

Distinct	256
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.67875

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	93
median	254
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	162

Descriptive statistics

Standard deviation	97.214193
Coefficient of variation (CV)	0.53215927
Kurtosis	-0.9576603
Mean	182.67875
Median Absolute Deviation (MAD)	1
Skewness	-0.8727688
Sum	2564079
Variance	9450.5993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	6912	49.2%
254	438	3.1%
1	414	2.9%
2	258	1.8%
3	140	1.0%
4	96	0.7%
253	90	0.6%
5	86	0.6%
251	80	0.6%
7	74	0.5%
Other values (246)	5448	38.8%

Value	Count	Frequency (%)
0	1	< 0.1%
1	414	2.9%
2	258	1.8%
3	140	1.0%
4	96	0.7%
5	86	0.6%
6	67	0.5%
7	74	0.5%
8	72	0.5%
9	59	0.4%

Value	Count	Frequency (%)
255	6912	49.2%
254	438	3.1%
253	90	0.6%
252	33	0.2%
251	80	0.6%
250	65	0.5%
249	37	0.3%
248	40	0.3%
247	54	0.4%
246	45	0.3%

destination_same_server_rate
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.78395483

Minimum	0
Maximum	1
Zeros	286
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.02
Q1	0.6475
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.3525

Descriptive statistics

Standard deviation	0.34834584
Coefficient of variation (CV)	0.44434427
Kurtosis	0.063205416
Mean	0.78395483
Median Absolute Deviation (MAD)	0
Skewness	-1.3121883
Sum	11003.59
Variance	0.12134482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	8435	60.1%
0.01	358	2.6%
0	286	2.0%
0.98	168	1.2%
0.02	166	1.2%
0.96	155	1.1%
0.04	125	0.9%
0.95	122	0.9%
0.99	121	0.9%
0.03	119	0.8%
Other values (91)	3981	28.4%

Value	Count	Frequency (%)
0	286	2.0%
0.01	358	2.6%
0.02	166	1.2%
0.03	119	0.8%
0.04	125	0.9%
0.05	115	0.8%
0.06	88	0.6%
0.07	92	0.7%
0.08	67	0.5%
0.09	68	0.5%

Value	Count	Frequency (%)
1	8435	60.1%
0.99	121	0.9%
0.98	168	1.2%
0.97	98	0.7%
0.96	155	1.1%
0.95	122	0.9%
0.94	82	0.6%
0.93	78	0.6%
0.92	70	0.5%
0.91	65	0.5%

fragment_errors
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

0	14028
3	7
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14036
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	14028	99.9%
3	7	< 0.1%
1	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	14028	99.9%
3	7	< 0.1%
1	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	14028	99.9%
3	7	< 0.1%
1	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14036	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	14028	99.9%
3	7	< 0.1%
1	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14036	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	14028	99.9%
3	7	< 0.1%
1	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14036	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	14028	99.9%
3	7	< 0.1%
1	1	< 0.1%

compromised_count
Real number (ℝ)

Skewed Zeros

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.39334568

Minimum	0
Maximum	884
Zeros	13931
Zeros (%)	99.3%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	884
Range	884
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	13.949886
Coefficient of variation (CV)	35.464698
Kurtosis	2404.8145
Mean	0.39334568
Median Absolute Deviation (MAD)	0
Skewness	46.451811
Sum	5521
Variance	194.59931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	13931	99.3%
1	33	0.2%
2	20	0.1%
4	10	0.1%
3	7	< 0.1%
6	7	< 0.1%
5	5	< 0.1%
7	2	< 0.1%
12	2	< 0.1%
151	2	< 0.1%
Other values (17)	17	0.1%

Value	Count	Frequency (%)
0	13931	99.3%
1	33	0.2%
2	20	0.1%
3	7	< 0.1%
4	10	0.1%
5	5	< 0.1%
6	7	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
884	1	< 0.1%
789	1	< 0.1%
558	1	< 0.1%
520	1	< 0.1%
462	1	< 0.1%
457	1	< 0.1%
371	1	< 0.1%
217	1	< 0.1%
193	1	< 0.1%
157	1	< 0.1%

source_bytes
Real number (ℝ)

Skewed Zeros

Distinct	1626
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11341.808

Minimum	0
Maximum	7665876
Zeros	1134
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	78
median	229
Q3	323
95-th percentile	2225
Maximum	7665876
Range	7665876
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	169682.17
Coefficient of variation (CV)	14.960769
Kurtosis	739.49805
Mean	11341.808
Median Absolute Deviation (MAD)	103
Skewness	23.366042
Sum	1.5919362 × 10⁸
Variance	2.8792038 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1134	8.1%
44	464	3.3%
45	416	3.0%
46	284	2.0%
43	231	1.6%
147	210	1.5%
105	204	1.5%
42	156	1.1%
146	130	0.9%
30	130	0.9%
Other values (1616)	10677	76.1%

Value	Count	Frequency (%)
0	1134	8.1%
1	24	0.2%
5	1	< 0.1%
6	16	0.1%
7	26	0.2%
8	66	0.5%
9	39	0.3%
10	32	0.2%
11	14	0.1%
12	45	0.3%

Value	Count	Frequency (%)
7665876	1	< 0.1%
7248552	1	< 0.1%
5131424	1	< 0.1%
5097472	1	< 0.1%
2280318	1	< 0.1%
2194620	2	< 0.1%
2194619	44	0.3%
2187080	1	< 0.1%
1519900	1	< 0.1%
1126224	1	< 0.1%

service_type
Text

Distinct	62
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

Length

Max length	11
Median length	4
Mean length	5.0228698
Min length	3

Characters and Unicode

Total characters	70501
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	http
2nd row	link
3rd row	bgp
4th row	ctf
5th row	iso_tsap

Value	Count	Frequency (%)
http	7588	54.1%
domain_u	1817	12.9%
smtp	1391	9.9%
ftp_data	1022	7.3%
other	533	3.8%
private	405	2.9%
telnet	224	1.6%
ftp	186	1.3%
eco_i	134	1.0%
finger	129	0.9%
Other values (52)	607	4.3%

Most occurring characters

Value	Count	Frequency (%)
t	20400	28.9%
p	10909	15.5%
h	8217	11.7%
a	4387	6.2%
m	3287	4.7%
_	3278	4.6%
d	2886	4.1%
i	2778	3.9%
o	2596	3.7%
n	2287	3.2%
Other values (28)	9476	13.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	70501	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	20400	28.9%
p	10909	15.5%
h	8217	11.7%
a	4387	6.2%
m	3287	4.7%
_	3278	4.6%
d	2886	4.1%
i	2778	3.9%
o	2596	3.7%
n	2287	3.2%
Other values (28)	9476	13.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	70501	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	20400	28.9%
p	10909	15.5%
h	8217	11.7%
a	4387	6.2%
m	3287	4.7%
_	3278	4.6%
d	2886	4.1%
i	2778	3.9%
o	2596	3.7%
n	2287	3.2%
Other values (28)	9476	13.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	70501	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	20400	28.9%
p	10909	15.5%
h	8217	11.7%
a	4387	6.2%
m	3287	4.7%
_	3278	4.6%
d	2886	4.1%
i	2778	3.9%
o	2596	3.7%
n	2287	3.2%
Other values (28)	9476	13.4%

destination_syn_error_rate
Real number (ℝ)

High correlation Zeros

Distinct	98
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.039906669

Minimum	0
Maximum	1
Zeros	12408
Zeros (%)	88.4%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.18089257
Coefficient of variation (CV)	4.5328908
Kurtosis	21.345742
Mean	0.039906669
Median Absolute Deviation (MAD)	0
Skewness	4.7562102
Sum	560.13
Variance	0.032722122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12408	88.4%
0.01	573	4.1%
1	360	2.6%
0.02	148	1.1%
0.03	72	0.5%
0.04	38	0.3%
0.05	31	0.2%
0.25	21	0.1%
0.33	20	0.1%
0.5	19	0.1%
Other values (88)	346	2.5%

Value	Count	Frequency (%)
0	12408	88.4%
0.01	573	4.1%
0.02	148	1.1%
0.03	72	0.5%
0.04	38	0.3%
0.05	31	0.2%
0.06	15	0.1%
0.07	16	0.1%
0.08	14	0.1%
0.09	14	0.1%

Value	Count	Frequency (%)
1	360	2.6%
0.99	11	0.1%
0.98	4	< 0.1%
0.97	2	< 0.1%
0.96	4	< 0.1%
0.95	4	< 0.1%
0.94	4	< 0.1%
0.93	8	0.1%
0.92	2	< 0.1%
0.91	1	< 0.1%

same_server_rate
Real number (ℝ)

High correlation

Distinct	66
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.94019023

Minimum	0
Maximum	1
Zeros	33
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.21191794
Coefficient of variation (CV)	0.225399
Kurtosis	10.595766
Mean	0.94019023
Median Absolute Deviation (MAD)	0
Skewness	-3.4703241
Sum	13196.51
Variance	0.044909212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	12764	90.9%
0.5	236	1.7%
0.99	142	1.0%
0.33	85	0.6%
0.2	68	0.5%
0.01	53	0.4%
0.25	51	0.4%
0.05	48	0.3%
0.07	48	0.3%
0.04	46	0.3%
Other values (56)	495	3.5%

Value	Count	Frequency (%)
0	33	0.2%
0.01	53	0.4%
0.02	35	0.2%
0.03	33	0.2%
0.04	46	0.3%
0.05	48	0.3%
0.06	33	0.2%
0.07	48	0.3%
0.08	41	0.3%
0.09	23	0.2%

Value	Count	Frequency (%)
1	12764	90.9%
0.99	142	1.0%
0.98	8	0.1%
0.97	5	< 0.1%
0.96	3	< 0.1%
0.95	1	< 0.1%
0.94	1	< 0.1%
0.93	1	< 0.1%
0.92	2	< 0.1%
0.9	1	< 0.1%

reset_error_rate
Real number (ℝ)

High correlation Zeros

Distinct	47
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.048265175

Minimum	0
Maximum	1
Zeros	13294
Zeros (%)	94.7%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.25
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.21109102
Coefficient of variation (CV)	4.3735679
Kurtosis	15.883533
Mean	0.048265175
Median Absolute Deviation (MAD)	0
Skewness	4.2133109
Sum	677.45
Variance	0.04455942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	13294	94.7%
1	618	4.4%
0.5	18	0.1%
0.33	9	0.1%
0.67	5	< 0.1%
0.25	5	< 0.1%
0.92	4	< 0.1%
0.75	4	< 0.1%
0.02	4	< 0.1%
0.93	4	< 0.1%
Other values (37)	71	0.5%

Value	Count	Frequency (%)
0	13294	94.7%
0.02	4	< 0.1%
0.03	1	< 0.1%
0.04	3	< 0.1%
0.05	3	< 0.1%
0.06	1	< 0.1%
0.07	4	< 0.1%
0.08	3	< 0.1%
0.09	1	< 0.1%
0.1	3	< 0.1%

Value	Count	Frequency (%)
1	618	4.4%
0.95	2	< 0.1%
0.94	3	< 0.1%
0.93	4	< 0.1%
0.92	4	< 0.1%
0.91	3	< 0.1%
0.9	1	< 0.1%
0.88	1	< 0.1%
0.85	1	< 0.1%
0.84	1	< 0.1%

server_request_count
Real number (ℝ)

High correlation

Distinct	345
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.400328

Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	6
Q3	18
95-th percentile	168
Maximum	511
Range	510
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	60.297916
Coefficient of variation (CV)	2.2006275
Kurtosis	12.951508
Mean	27.400328
Median Absolute Deviation (MAD)	5
Skewness	3.3989575
Sum	384591
Variance	3635.8387
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3441	24.5%
2	1654	11.8%
3	732	5.2%
4	597	4.3%
5	472	3.4%
6	425	3.0%
7	419	3.0%
8	381	2.7%
9	331	2.4%
11	309	2.2%
Other values (335)	5275	37.6%

Value	Count	Frequency (%)
1	3441	24.5%
2	1654	11.8%
3	732	5.2%
4	597	4.3%
5	472	3.4%
6	425	3.0%
7	419	3.0%
8	381	2.7%
9	331	2.4%
10	297	2.1%

Value	Count	Frequency (%)
511	11	0.1%
510	1	< 0.1%
497	1	< 0.1%
496	1	< 0.1%
489	1	< 0.1%
487	1	< 0.1%
484	1	< 0.1%
467	1	< 0.1%
456	1	< 0.1%
442	1	< 0.1%

destination_server_reset_error_rate
Real number (ℝ)

High correlation Zeros

Distinct	99
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.048468225

Minimum	0
Maximum	1
Zeros	12691
Zeros (%)	90.4%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.4825
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.20033984
Coefficient of variation (CV)	4.1334264
Kurtosis	15.957109
Mean	0.048468225
Median Absolute Deviation (MAD)	0
Skewness	4.1795863
Sum	680.3
Variance	0.04013605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12691	90.4%
1	337	2.4%
0.01	218	1.6%
0.02	94	0.7%
0.03	63	0.4%
0.04	43	0.3%
0.99	33	0.2%
0.05	33	0.2%
0.98	30	0.2%
0.97	19	0.1%
Other values (89)	475	3.4%

Value	Count	Frequency (%)
0	12691	90.4%
0.01	218	1.6%
0.02	94	0.7%
0.03	63	0.4%
0.04	43	0.3%
0.05	33	0.2%
0.06	16	0.1%
0.07	15	0.1%
0.08	16	0.1%
0.09	10	0.1%

Value	Count	Frequency (%)
1	337	2.4%
0.99	33	0.2%
0.98	30	0.2%
0.97	19	0.1%
0.96	15	0.1%
0.95	9	0.1%
0.94	10	0.1%
0.93	8	0.1%
0.92	6	< 0.1%
0.91	7	< 0.1%

server_reset_error_rate
Real number (ℝ)

High correlation Zeros

Distinct	40
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.049172129

Minimum	0
Maximum	1
Zeros	13215
Zeros (%)	94.2%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.33
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.21187079
Coefficient of variation (CV)	4.3087578
Kurtosis	15.690672
Mean	0.049172129
Median Absolute Deviation (MAD)	0
Skewness	4.1860566
Sum	690.18
Variance	0.044889233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	13215	94.2%
1	635	4.5%
0.5	24	0.2%
0.33	13	0.1%
0.04	12	0.1%
0.06	10	0.1%
0.17	9	0.1%
0.25	9	0.1%
0.02	9	0.1%
0.14	8	0.1%
Other values (30)	92	0.7%

Value	Count	Frequency (%)
0	13215	94.2%
0.02	9	0.1%
0.03	8	0.1%
0.04	12	0.1%
0.05	6	< 0.1%
0.06	10	0.1%
0.07	6	< 0.1%
0.08	8	0.1%
0.09	2	< 0.1%
0.1	6	< 0.1%

Value	Count	Frequency (%)
1	635	4.5%
0.85	1	< 0.1%
0.84	1	< 0.1%
0.83	3	< 0.1%
0.81	2	< 0.1%
0.8	3	< 0.1%
0.79	2	< 0.1%
0.76	1	< 0.1%
0.75	4	< 0.1%
0.74	1	< 0.1%

server_syn_error_rate
Real number (ℝ)

High correlation Zeros

Distinct	37
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.037901111

Minimum	0
Maximum	1
Zeros	13194
Zeros (%)	94.0%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.11
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.17924339
Coefficient of variation (CV)	4.7292383
Kurtosis	23.122098
Mean	0.037901111
Median Absolute Deviation (MAD)	0
Skewness	4.9374306
Sum	531.98
Variance	0.032128191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	13194	94.0%
1	430	3.1%
0.5	77	0.5%
0.33	50	0.4%
0.25	41	0.3%
0.2	31	0.2%
0.05	26	0.2%
0.04	20	0.1%
0.17	20	0.1%
0.03	20	0.1%
Other values (27)	127	0.9%

Value	Count	Frequency (%)
0	13194	94.0%
0.01	1	< 0.1%
0.02	13	0.1%
0.03	20	0.1%
0.04	20	0.1%
0.05	26	0.2%
0.06	10	0.1%
0.07	16	0.1%
0.08	10	0.1%
0.09	10	0.1%

Value	Count	Frequency (%)
1	430	3.1%
0.95	4	< 0.1%
0.91	1	< 0.1%
0.89	1	< 0.1%
0.88	1	< 0.1%
0.78	1	< 0.1%
0.75	1	< 0.1%
0.67	4	< 0.1%
0.57	1	< 0.1%
0.53	1	< 0.1%

destination_bytes
Real number (ℝ)

High correlation Skewed Zeros

Distinct	3886
Distinct (%)	27.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4226.1101

Minimum	0
Maximum	5131424
Zeros	2728
Zeros (%)	19.4%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	72
median	346.5
Q3	1924.25
95-th percentile	12609
Maximum	5131424
Range	5131424
Interquartile range (IQR)	1852.25

Descriptive statistics

Standard deviation	68334.655
Coefficient of variation (CV)	16.169635
Kurtosis	4583.824
Mean	4226.1101
Median Absolute Deviation (MAD)	346.5
Skewness	63.618407
Sum	59317681
Variance	4.6696251 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2728	19.4%
105	309	2.2%
44	115	0.8%
330	105	0.7%
42	105	0.7%
332	103	0.7%
331	97	0.7%
329	88	0.6%
4	88	0.6%
328	86	0.6%
Other values (3876)	10212	72.8%

Value	Count	Frequency (%)
0	2728	19.4%
1	1	< 0.1%
4	88	0.6%
15	4	< 0.1%
17	7	< 0.1%
18	3	< 0.1%
24	2	< 0.1%
29	8	0.1%
30	2	< 0.1%
31	3	< 0.1%

Value	Count	Frequency (%)
5131424	1	< 0.1%
5129964	1	< 0.1%
1639484	1	< 0.1%
1593580	1	< 0.1%
1437092	1	< 0.1%
1281000	1	< 0.1%
954639	1	< 0.1%
646196	1	< 0.1%
646195	1	< 0.1%
558164	1	< 0.1%

guest_login
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

0	13865
1	171

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14036
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	13865	98.8%
1	171	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	13865	98.8%
1	171	1.2%

Most occurring characters

Value	Count	Frequency (%)
0	13865	98.8%
1	171	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14036	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	13865	98.8%
1	171	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14036	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	13865	98.8%
1	171	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14036	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	13865	98.8%
1	171	1.2%

authentication_status
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

1	9561
0	4475

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14036
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	9561	68.1%
0	4475	31.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	9561	68.1%
0	4475	31.9%

Most occurring characters

Value	Count	Frequency (%)
1	9561	68.1%
0	4475	31.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14036	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	9561	68.1%
0	4475	31.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14036	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	9561	68.1%
0	4475	31.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14036	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	9561	68.1%
0	4475	31.9%

destination_host_count
Real number (ℝ)

High correlation

Distinct	256
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	151.48625

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	43
median	168
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	212

Descriptive statistics

Standard deviation	101.76511
Coefficient of variation (CV)	0.67177787
Kurtosis	-1.6559092
Mean	151.48625
Median Absolute Deviation (MAD)	87
Skewness	-0.23409611
Sum	2126261
Variance	10356.138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	5674	40.4%
1	223	1.6%
2	218	1.6%
3	168	1.2%
4	152	1.1%
5	140	1.0%
6	137	1.0%
8	125	0.9%
10	106	0.8%
12	103	0.7%
Other values (246)	6990	49.8%

Value	Count	Frequency (%)
0	1	< 0.1%
1	223	1.6%
2	218	1.6%
3	168	1.2%
4	152	1.1%
5	140	1.0%
6	137	1.0%
7	99	0.7%
8	125	0.9%
9	97	0.7%

Value	Count	Frequency (%)
255	5674	40.4%
254	12	0.1%
253	14	0.1%
252	9	0.1%
251	10	0.1%
250	14	0.1%
249	10	0.1%
248	10	0.1%
247	15	0.1%
246	17	0.1%

destination_reset_error_rate
Real number (ℝ)

High correlation Zeros

Distinct	98
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.050431034

Minimum	0
Maximum	1
Zeros	12461
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.46
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.20380937
Coefficient of variation (CV)	4.0413483
Kurtosis	15.656168
Mean	0.050431034
Median Absolute Deviation (MAD)	0
Skewness	4.1425404
Sum	707.85
Variance	0.041538261
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12461	88.8%
1	466	3.3%
0.01	271	1.9%
0.02	158	1.1%
0.03	85	0.6%
0.05	46	0.3%
0.04	42	0.3%
0.08	33	0.2%
0.07	22	0.2%
0.83	19	0.1%
Other values (88)	433	3.1%

Value	Count	Frequency (%)
0	12461	88.8%
0.01	271	1.9%
0.02	158	1.1%
0.03	85	0.6%
0.04	42	0.3%
0.05	46	0.3%
0.06	8	0.1%
0.07	22	0.2%
0.08	33	0.2%
0.09	14	0.1%

Value	Count	Frequency (%)
1	466	3.3%
0.98	3	< 0.1%
0.97	2	< 0.1%
0.96	6	< 0.1%
0.95	5	< 0.1%
0.94	5	< 0.1%
0.93	5	< 0.1%
0.92	9	0.1%
0.91	5	< 0.1%
0.9	8	0.1%

different_server_rate
Real number (ℝ)

High correlation Zeros

Distinct	57
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.032923197

Minimum	0
Maximum	1
Zeros	12652
Zeros (%)	90.1%
Negative	0
Negative (%)	0.0%
Memory size	109.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.08
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.15193195
Coefficient of variation (CV)	4.6147386
Kurtosis	28.079684
Mean	0.032923197
Median Absolute Deviation (MAD)	0
Skewness	5.2909111
Sum	462.11
Variance	0.023083318
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12652	90.1%
1	230	1.6%
0.06	219	1.6%
0.01	190	1.4%
0.07	105	0.7%
0.67	88	0.6%
0.5	84	0.6%
0.05	73	0.5%
0.6	49	0.3%
0.02	41	0.3%
Other values (47)	305	2.2%

Value	Count	Frequency (%)
0	12652	90.1%
0.01	190	1.4%
0.02	41	0.3%
0.03	37	0.3%
0.04	16	0.1%
0.05	73	0.5%
0.06	219	1.6%
0.07	105	0.7%
0.08	19	0.1%
0.09	14	0.1%

Value	Count	Frequency (%)
1	230	1.6%
0.96	1	< 0.1%
0.83	1	< 0.1%
0.8	1	< 0.1%
0.78	2	< 0.1%
0.77	1	< 0.1%
0.76	1	< 0.1%
0.75	11	0.1%
0.69	1	< 0.1%
0.67	88	0.6%

class
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.8 KiB

normal	13449
anomaly	587

Length

Max length	7
Median length	6
Mean length	6.041821
Min length	6

Characters and Unicode

Total characters	84803
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	anomaly
2nd row	anomaly
3rd row	anomaly
4th row	anomaly
5th row	anomaly

Common Values

Value	Count	Frequency (%)
normal	13449	95.8%
anomaly	587	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	13449	95.8%
anomaly	587	4.2%

Most occurring characters

Value	Count	Frequency (%)
a	14623	17.2%
o	14036	16.6%
n	14036	16.6%
l	14036	16.6%
m	14036	16.6%
r	13449	15.9%
y	587	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	84803	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	14623	17.2%
o	14036	16.6%
n	14036	16.6%
l	14036	16.6%
m	14036	16.6%
r	13449	15.9%
y	587	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	84803	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	14623	17.2%
o	14036	16.6%
n	14036	16.6%
l	14036	16.6%
m	14036	16.6%
r	13449	15.9%
y	587	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	84803	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	14623	17.2%
o	14036	16.6%
n	14036	16.6%
l	14036	16.6%
m	14036	16.6%
r	13449	15.9%
y	587	0.7%

Interactions

Correlations

	authentication_status	class	compromised_count	connection_count	connection_status	connection_time	destination_bytes	destination_different_server_rate	destination_host_count	destination_host_server_count	destination_reset_error_rate	destination_same_server_rate	destination_same_source_port_rate	destination_server_different_host_rate	destination_server_reset_error_rate	destination_server_syn_error_rate	destination_syn_error_rate	different_server_rate	fragment_errors	guest_login	protocol	reset_error_rate	same_server_rate	server_different_host_rate	server_request_count	server_reset_error_rate	server_syn_error_rate	source_bytes	suspicious_activity	syn_error_rate
authentication_status	1.000	0.286	0.000	0.551	0.416	0.113	0.016	0.214	0.282	0.401	0.284	0.387	0.275	0.195	0.276	0.232	0.223	0.215	0.033	0.075	0.739	0.307	0.333	0.220	0.484	0.302	0.219	0.000	0.055	0.216
class	0.286	1.000	0.000	0.441	0.720	0.082	0.000	0.157	0.170	0.393	0.144	0.445	0.080	0.126	0.170	0.748	0.726	0.095	0.114	0.013	0.132	0.146	0.707	0.091	0.125	0.137	0.697	0.025	0.000	0.684
compromised_count	0.000	0.000	1.000	-0.087	0.013	0.184	0.114	0.077	0.003	-0.104	0.087	-0.087	-0.029	-0.051	0.116	0.109	0.116	-0.020	0.000	0.000	0.000	0.008	0.019	-0.056	-0.098	0.006	-0.008	0.060	0.154	-0.004
connection_count	0.551	0.441	-0.087	1.000	0.130	-0.357	-0.037	-0.225	0.398	0.286	-0.177	0.235	-0.365	-0.274	-0.164	0.011	-0.008	0.257	0.000	0.035	0.415	-0.154	-0.242	-0.035	0.846	-0.149	0.126	-0.217	-0.138	0.155
connection_status	0.416	0.720	0.013	0.130	1.000	0.136	0.055	0.063	0.086	0.123	0.317	0.137	0.050	0.165	0.315	0.316	0.296	0.053	0.000	0.026	0.109	0.366	0.217	0.052	0.026	0.345	0.359	0.028	0.009	0.409
connection_time	0.113	0.082	0.184	-0.357	0.136	1.000	-0.003	0.428	0.013	-0.401	0.008	-0.414	0.105	-0.133	0.023	0.014	0.028	0.028	0.000	0.000	0.105	-0.021	-0.030	-0.027	-0.357	-0.027	-0.075	0.175	0.283	-0.072
destination_bytes	0.016	0.000	0.114	-0.037	0.055	-0.003	1.000	-0.511	-0.168	0.559	-0.183	0.504	-0.208	0.183	-0.119	-0.083	-0.111	-0.334	0.000	0.000	0.000	-0.269	0.330	0.115	0.089	-0.240	-0.118	0.371	0.121	-0.160
destination_different_server_rate	0.214	0.157	0.077	-0.225	0.063	0.428	-0.511	1.000	0.200	-0.845	0.037	-0.939	0.097	-0.317	-0.055	0.166	0.244	0.375	0.021	0.066	0.201	-0.036	-0.379	-0.163	-0.377	-0.043	0.109	-0.003	0.090	0.159
destination_host_count	0.282	0.170	0.003	0.398	0.086	0.013	-0.168	0.200	1.000	-0.067	-0.126	-0.235	-0.695	-0.778	-0.183	-0.003	0.065	0.252	0.000	0.064	0.261	-0.170	-0.245	-0.052	0.279	-0.159	0.075	-0.129	-0.015	0.093
destination_host_server_count	0.401	0.393	-0.104	0.286	0.123	-0.401	0.559	-0.845	-0.067	1.000	-0.125	0.862	-0.245	0.244	-0.056	-0.183	-0.240	-0.385	0.028	0.251	0.211	-0.088	0.396	0.211	0.455	-0.073	-0.117	0.101	-0.119	-0.171
destination_reset_error_rate	0.284	0.144	0.087	-0.177	0.317	0.008	-0.183	0.037	-0.126	-0.125	1.000	-0.058	0.090	0.158	0.796	-0.003	0.062	-0.005	0.093	0.030	0.078	0.680	-0.009	-0.050	-0.204	0.646	-0.040	-0.163	0.042	-0.024
destination_same_server_rate	0.387	0.445	-0.087	0.235	0.137	-0.414	0.504	-0.939	-0.235	0.862	-0.058	1.000	-0.106	0.315	0.044	-0.185	-0.273	-0.415	0.048	0.332	0.215	0.022	0.432	0.196	0.422	0.032	-0.135	0.015	-0.104	-0.190
destination_same_source_port_rate	0.275	0.080	-0.029	-0.365	0.050	0.105	-0.208	0.097	-0.695	-0.245	0.090	-0.106	1.000	0.499	0.087	-0.037	-0.067	-0.057	0.036	0.036	0.271	0.115	0.055	-0.091	-0.340	0.096	-0.105	0.044	-0.037	-0.093
destination_server_different_host_rate	0.195	0.126	-0.051	-0.274	0.165	-0.133	0.183	-0.317	-0.778	0.244	0.158	0.315	0.499	1.000	0.205	0.007	-0.067	-0.262	0.000	0.008	0.213	0.182	0.251	0.069	-0.157	0.167	-0.069	0.092	-0.086	-0.097
destination_server_reset_error_rate	0.276	0.170	0.116	-0.164	0.315	0.023	-0.119	-0.055	-0.183	-0.056	0.796	0.044	0.087	0.205	1.000	0.037	0.014	-0.012	0.000	0.065	0.086	0.714	-0.002	-0.045	-0.185	0.688	-0.031	-0.189	0.054	-0.024
destination_server_syn_error_rate	0.232	0.748	0.109	0.011	0.316	0.014	-0.083	0.166	-0.003	-0.183	-0.003	-0.185	-0.037	0.007	0.037	1.000	0.620	0.196	0.000	0.000	0.067	-0.014	-0.233	-0.071	-0.079	-0.017	0.509	-0.064	-0.014	0.499
destination_syn_error_rate	0.223	0.726	0.116	-0.008	0.296	0.028	-0.111	0.244	0.065	-0.240	0.062	-0.273	-0.067	-0.067	0.014	0.620	1.000	0.235	0.000	0.002	0.075	-0.019	-0.274	-0.077	-0.125	-0.021	0.553	-0.069	0.022	0.604
different_server_rate	0.215	0.095	-0.020	0.257	0.053	0.028	-0.334	0.375	0.252	-0.385	-0.005	-0.415	-0.057	-0.262	-0.012	0.196	0.235	1.000	0.000	0.013	0.249	0.048	-0.956	-0.148	-0.043	0.025	0.282	-0.287	-0.029	0.361
fragment_errors	0.033	0.114	0.000	0.000	0.000	0.000	0.000	0.021	0.000	0.028	0.093	0.048	0.036	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.050	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.132
guest_login	0.075	0.013	0.000	0.035	0.026	0.000	0.000	0.066	0.064	0.251	0.030	0.332	0.036	0.008	0.065	0.000	0.002	0.013	0.000	1.000	0.055	0.025	0.021	0.052	0.029	0.000	0.003	0.000	0.752	0.013
protocol	0.739	0.132	0.000	0.415	0.109	0.105	0.000	0.201	0.261	0.211	0.078	0.215	0.271	0.213	0.086	0.067	0.075	0.249	0.050	0.055	1.000	0.079	0.220	0.111	0.507	0.081	0.078	0.014	0.025	0.077
reset_error_rate	0.307	0.146	0.008	-0.154	0.366	-0.021	-0.269	-0.036	-0.170	-0.088	0.680	0.022	0.115	0.182	0.714	-0.014	-0.019	0.048	0.000	0.025	0.079	1.000	-0.060	-0.051	-0.195	0.934	-0.038	-0.316	-0.011	-0.025
same_server_rate	0.333	0.707	0.019	-0.242	0.217	-0.030	0.330	-0.379	-0.245	0.396	-0.009	0.432	0.055	0.251	-0.002	-0.233	-0.274	-0.956	0.012	0.021	0.220	-0.060	1.000	0.151	0.080	-0.040	-0.327	0.280	0.028	-0.410
server_different_host_rate	0.220	0.091	-0.056	-0.035	0.052	-0.027	0.115	-0.163	-0.052	0.211	-0.050	0.196	-0.091	0.069	-0.045	-0.071	-0.077	-0.148	0.000	0.052	0.111	-0.051	0.151	1.000	0.287	-0.008	-0.039	0.053	-0.063	-0.084
server_request_count	0.484	0.125	-0.098	0.846	0.026	-0.357	0.089	-0.377	0.279	0.455	-0.204	0.422	-0.340	-0.157	-0.185	-0.079	-0.125	-0.043	0.000	0.029	0.507	-0.195	0.080	0.287	1.000	-0.177	0.025	-0.131	-0.142	-0.016
server_reset_error_rate	0.302	0.137	0.006	-0.149	0.345	-0.027	-0.240	-0.043	-0.159	-0.073	0.646	0.032	0.096	0.167	0.688	-0.017	-0.021	0.025	0.000	0.000	0.081	0.934	-0.040	-0.008	-0.177	1.000	-0.030	-0.293	-0.003	-0.025
server_syn_error_rate	0.219	0.697	-0.008	0.126	0.359	-0.075	-0.118	0.109	0.075	-0.117	-0.040	-0.135	-0.105	-0.069	-0.031	0.509	0.553	0.282	0.000	0.003	0.078	-0.038	-0.327	-0.039	0.025	-0.030	1.000	-0.190	-0.005	0.906
source_bytes	0.000	0.025	0.060	-0.217	0.028	0.175	0.371	-0.003	-0.129	0.101	-0.163	0.015	0.044	0.092	-0.189	-0.064	-0.069	-0.287	0.000	0.000	0.014	-0.316	0.280	0.053	-0.131	-0.293	-0.190	1.000	0.115	-0.191
suspicious_activity	0.055	0.000	0.154	-0.138	0.009	0.283	0.121	0.090	-0.015	-0.119	0.042	-0.104	-0.037	-0.086	0.054	-0.014	0.022	-0.029	0.000	0.752	0.025	-0.011	0.028	-0.063	-0.142	-0.003	-0.005	0.115	1.000	-0.014
syn_error_rate	0.216	0.684	-0.004	0.155	0.409	-0.072	-0.160	0.159	0.093	-0.171	-0.024	-0.190	-0.093	-0.097	-0.024	0.499	0.604	0.361	0.132	0.013	0.077	-0.025	-0.410	-0.084	-0.016	-0.025	0.906	-0.191	-0.014	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	syn_error_rate	destination_same_source_port_rate	destination_different_server_rate	connection_status	connection_count	destination_server_different_host_rate	suspicious_activity	protocol	server_different_host_rate	destination_server_syn_error_rate	destination_host_server_count	destination_same_server_rate	compromised_count	source_bytes	service_type	destination_syn_error_rate	same_server_rate	reset_error_rate	server_request_count	destination_server_reset_error_rate	server_reset_error_rate	server_syn_error_rate	destination_bytes	authentication_status	destination_host_count	destination_reset_error_rate	different_server_rate	class
0	0.00	0.01	0.00	SF	2	0.0	2	tcp	0.00	0.0	87	1.00	1	54540	http	0.0	1.00	0.00	2	0.01	0.00	0.00	8314	1	87	0.01	0.00	anomaly
1	1.00	0.00	0.07	S0	242	0.0	0	tcp	0.00	1.0	6	0.02	0	0	link	1.0	0.02	0.00	6	0.00	0.00	1.00	0	0	255	0.00	0.07	anomaly
2	1.00	0.00	0.08	S0	234	0.0	0	tcp	0.00	1.0	12	0.05	0	0	bgp	1.0	0.07	0.00	16	0.00	0.00	1.00	0	0	255	0.00	0.06	anomaly
3	1.00	0.00	0.08	S0	140	0.0	0	tcp	0.00	1.0	1	0.00	0	0	ctf	1.0	0.01	0.00	1	0.00	0.00	1.00	0	0	255	0.00	0.06	anomaly
4	1.00	0.00	0.07	S0	126	0.0	0	tcp	0.00	1.0	11	0.04	0	0	iso_tsap	1.0	0.09	0.00	11	0.00	0.00	1.00	0	0	255	0.00	0.06	anomaly
5	0.00	0.57	0.04	SF	511	0.0	0	icmp	0.00	0.0	145	0.57	0	1032	ecr_i	0.0	1.00	0.00	511	0.00	0.00	0.00	0	0	255	0.00	0.00	anomaly
6	0.95	0.02	0.05	S0	22	0.0	0	tcp	0.22	1.0	28	0.11	0	0	http	1.0	0.36	0.05	9	0.00	0.11	0.89	0	0	255	0.00	0.23	anomaly
7	1.00	0.00	0.06	S0	208	0.0	0	tcp	0.00	1.0	8	0.03	0	0	private	1.0	0.04	0.00	8	0.00	0.00	1.00	0	0	255	0.00	0.06	anomaly
8	0.00	1.00	0.00	SF	1	0.5	0	icmp	1.00	0.0	22	1.00	0	8	eco_i	0.0	1.00	0.00	5	0.00	0.00	0.00	0	0	2	0.00	0.00	anomaly
9	0.00	0.00	0.06	REJ	147	0.0	0	tcp	0.00	0.0	18	0.07	0	0	ldap	0.0	0.12	1.00	18	1.00	1.00	0.00	0	0	255	1.00	0.05	anomaly

	syn_error_rate	connection_time	destination_same_source_port_rate	destination_different_server_rate	connection_status	connection_count	destination_server_different_host_rate	suspicious_activity	protocol	server_different_host_rate	destination_host_server_count	destination_same_server_rate	source_bytes	service_type	destination_syn_error_rate	same_server_rate	server_request_count	destination_server_reset_error_rate	server_syn_error_rate	destination_bytes	guest_login	authentication_status	destination_host_count	destination_reset_error_rate	class
14026	0.0	0	0.00	0.00	SF	15	0.00	0	tcp	0.15	255	1.00	193	http	0.00	1.0	20	0.0	0.00	2408	0	1	255	0.00	normal
14027	0.0	0	0.33	0.00	SF	3	0.04	0	tcp	0.60	255	1.00	252	http	0.00	1.0	5	0.0	0.00	6160	0	1	3	0.00	normal
14028	0.0	0	0.01	0.02	SF	1	0.00	0	udp	0.00	84	0.87	105	private	0.00	1.0	1	0.0	0.00	146	0	0	97	0.00	normal
14029	0.0	0	1.00	0.00	SF	1	0.01	0	udp	0.00	201	1.00	39	domain_u	0.00	1.0	1	0.0	0.00	99	0	0	58	0.00	normal
14030	0.0	10	1.00	0.00	SF	1	0.86	0	tcp	0.00	7	1.00	139	telnet	0.00	1.0	1	0.0	0.00	2257	0	1	1	0.00	normal
14031	0.0	0	0.12	0.07	SF	1	0.07	0	tcp	0.00	27	0.12	748	ftp_data	0.00	1.0	1	0.0	0.00	0	0	0	58	0.00	normal
14032	0.0	0	0.00	0.00	SF	19	0.00	0	tcp	0.00	255	1.00	293	http	0.00	1.0	19	0.0	0.00	2486	0	1	255	0.00	normal
14033	0.0	29	0.00	0.02	SF	1	0.00	6	tcp	0.00	60	0.24	329	ftp	0.00	1.0	1	0.1	0.00	1063	1	1	255	0.03	normal
14034	0.0	1	0.08	0.17	SF	1	0.00	0	tcp	1.00	11	0.92	2896	smtp	0.00	1.0	3	0.0	0.00	333	0	1	12	0.00	normal
14035	0.5	0	0.01	0.00	S1	2	0.01	0	tcp	0.06	255	1.00	339	http	0.01	1.0	33	0.0	0.03	14600	0	1	173	0.01	normal

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)